Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "333"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 333 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 58 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 56 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 333, Node N12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459873 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.573315 3.042091 3.216324 9.860950 1.131878 1.376738 1.152302 0.532835 0.5544 0.5568 0.3842 nan nan
2459872 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.263380 2.345930 5.090433 13.777097 4.478874 5.360007 2.351716 -0.106941 0.5477 0.5557 0.3958 nan nan
2459871 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.982369 1.766635 -0.055648 14.644435 5.104273 3.905559 0.792050 -0.003507 0.5431 0.5618 0.3913 nan nan
2459870 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.040975 3.262721 -0.118539 10.096990 3.618297 3.980629 8.703384 5.189046 0.5464 0.5687 0.3953 nan nan
2459869 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.186001 1.810595 -0.227490 10.366872 4.021876 2.873590 5.312867 2.824617 0.5553 0.5831 0.3972 nan nan
2459868 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.683998 3.671197 -0.075784 15.960139 2.884916 5.096820 3.345117 0.688410 0.5290 0.5552 0.4077 nan nan
2459867 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.739857 2.490633 -0.268071 11.977313 1.717728 2.171255 2.205406 -0.050447 0.5440 0.5641 0.4067 nan nan
2459866 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.613378 2.715564 -0.103083 11.306568 2.154465 2.983438 3.730647 2.429664 0.5492 0.5684 0.4012 nan nan
2459865 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.185603 4.935607 1.320811 14.736230 5.010393 4.351718 5.073333 1.690711 0.5339 0.5740 0.3895 nan nan
2459864 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.458485 3.821043 -0.338406 7.794076 2.623215 2.250181 4.725615 2.623802 0.5233 0.5570 0.4170 nan nan
2459863 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.807950 1.560559 -0.762252 -1.320688 -0.289019 -0.495841 2.037888 0.603927 0.5166 0.5458 0.4058 nan nan
2459862 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.471545 1.659211 0.450727 9.737522 2.695272 2.761604 0.688730 -0.261216 0.4928 0.5776 0.4267 nan nan
2459861 dish_maintenance 0.00% 0.00% 0.00% 0.00% - - 3.897303 0.609785 -0.580043 -2.469915 -0.741886 -1.514444 2.810725 -0.170691 0.5370 0.5611 0.4221 nan nan
2459860 dish_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.966490 0.424429 -0.117109 7.920661 4.810600 3.987412 1.307356 -0.368316 0.5515 0.5645 0.4190 nan nan
2459859 dish_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.813050 0.106839 -0.602585 -2.360899 -1.064950 -1.125682 0.293851 0.303342 0.5623 0.5720 0.4162 nan nan
2459858 dish_maintenance 0.00% 11.28% 0.00% 0.00% 100.00% 0.00% 3.393991 0.188411 -0.627256 -2.874156 -1.391042 -0.773568 1.554590 1.232434 0.5660 0.5760 0.4286 0.000000 0.000000
2459857 dish_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.451640 -0.236770 1.153830 1.317489 -0.346523 -0.890291 1.901898 -1.799134 0.0294 0.0291 0.0006 nan nan
2459856 dish_maintenance 100.00% 6.86% 0.00% 0.00% 100.00% 0.00% 5.201647 1.108567 0.119594 7.534231 1.413406 1.362055 2.076974 0.171593 0.5602 0.5948 0.4118 0.000000 0.000000
2459855 dish_maintenance 100.00% 15.33% 0.00% 0.00% 100.00% 0.00% 6.277307 1.083114 0.165407 8.280333 -0.197268 -0.147976 1.753339 0.605727 0.5099 0.5989 0.4516 0.000000 0.000000
2459854 dish_maintenance 100.00% 10.74% 0.00% 0.00% 100.00% 0.00% 7.536678 1.291746 -0.090174 7.274552 1.541608 0.755819 4.491229 1.794164 0.5228 0.6379 0.4547 0.000000 0.000000
2459853 dish_maintenance 100.00% 12.37% 1.12% 0.00% 100.00% 0.00% 5.559429 0.860111 -0.080028 9.736486 2.931453 2.483952 2.779092 1.825083 0.5722 0.5808 0.4359 0.000000 0.000000
2459852 dish_maintenance 100.00% 0.54% 0.00% 0.00% 100.00% 0.00% 4.653546 3.124810 0.219011 9.403986 3.411827 4.709931 1.603246 5.981495 0.6086 0.6886 0.3612 0.000000 0.000000
2459851 dish_maintenance 100.00% 10.20% 0.00% 0.00% 100.00% 0.00% 4.030140 3.569396 0.749361 10.433029 8.325549 12.257412 5.708977 11.160351 0.5929 0.6381 0.3627 0.000000 0.000000
2459850 dish_maintenance 100.00% 14.02% 0.00% 1.75% 100.00% 0.00% 5.128054 1.883238 0.343275 9.165113 2.548827 5.424563 4.030790 5.961941 0.5792 0.6574 0.3705 0.000000 0.000000
2459849 dish_maintenance 100.00% 9.71% 0.00% 0.00% 100.00% 0.00% 5.769517 0.710119 1.693858 19.363697 1.540195 1.392605 4.022727 2.295937 0.5805 0.6530 0.3775 0.000000 0.000000
2459848 dish_maintenance 100.00% 17.61% 0.00% 0.00% 100.00% 0.00% 6.531659 0.853095 0.315463 13.810246 5.261527 2.924691 0.936320 0.222162 0.5261 0.6520 0.4058 0.000000 0.000000
2459847 dish_maintenance 100.00% 22.56% 1.07% 0.00% 100.00% 0.00% 7.953905 1.302094 0.286582 12.736333 8.591623 3.464245 0.509908 -0.106221 0.5284 0.5748 0.4426 0.000000 0.000000
2459845 dish_maintenance 100.00% 12.16% 0.00% 0.00% 100.00% 0.00% 8.002774 1.175854 0.322537 18.841711 3.243953 2.343396 1.064040 -0.096216 0.5383 0.6439 0.4237 0.000000 0.000000
2459844 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.050764 1.021327 56.002381 56.233835 1.176334 3.409620 2.433739 -1.507103 0.0291 0.0287 0.0008 nan nan
2459843 dish_maintenance 100.00% 14.85% 1.20% 0.00% 100.00% 0.00% 9.934918 0.996860 -0.576926 7.719663 29.808056 3.498198 0.280083 0.532915 0.5355 0.6432 0.4391 0.000000 0.000000
2459842 dish_maintenance 100.00% 3.23% 0.00% 0.00% 100.00% 0.00% 4.411310 -0.364662 0.564483 -3.180530 -1.505435 -0.706134 0.093529 0.238330 0.6188 0.5812 0.2580 0.000000 0.000000
2459841 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.513656 0.906337 35.939920 36.335867 1.814056 0.381349 3.139701 0.020297 0.0286 0.0281 0.0009 nan nan
2459840 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 72.541876 98.038753 6.564700 5.767279 237.203056 277.714230 480.120707 529.662788 0.0957 0.0563 0.0143 nan nan
2459839 dish_maintenance 100.00% - - - - - 18.375459 22.097368 9.700865 8.332131 86.933196 105.779470 591.308330 737.858765 nan nan nan nan nan
2459838 dish_maintenance 100.00% 34.33% 9.81% 0.00% 100.00% 0.00% 8.171506 0.804850 -0.511491 9.181611 9.318512 6.383114 3.045794 0.919247 0.4784 0.5180 0.3808 0.000000 0.000000
2459836 dish_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0387 0.0352 0.0002 nan nan
2459835 dish_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.925102 -1.482587 2.306851 0.223595 -0.227525 0.101783 0.686768 -0.000775 0.0387 0.0353 -0.0000 nan nan
2459833 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 3.184579 -0.068105 14.319428 14.984264 1.506532 5.043417 3.472562 3.462329 0.0364 0.0308 0.0009 nan nan
2459832 dish_maintenance 100.00% 0.00% 94.09% 0.00% 100.00% 0.00% 11.461243 2.978659 0.852198 7.615543 1.993560 1.006801 3.343714 -0.500974 0.6342 0.3310 0.5301 0.000000 0.000000
2459831 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.507752 0.024202 70.150922 67.430778 3.026718 2.324012 2.054346 -1.484222 0.0394 0.0318 0.0010 nan nan
2459830 dish_maintenance 100.00% 0.00% 94.09% 0.00% 100.00% 0.00% 10.173917 3.845136 1.288378 10.766055 11.243713 10.026061 5.707899 -1.522212 0.6382 0.3306 0.5253 0.000000 0.000000
2459829 dish_maintenance 100.00% 25.24% 23.09% 0.00% 100.00% 0.00% 11.871114 2.530220 0.106822 10.847892 9.982580 8.558435 7.882280 1.674087 0.5277 0.4819 0.3982 0.000000 0.000000
2459828 dish_maintenance 100.00% 0.00% 96.77% 0.00% 100.00% 0.00% 5.100178 4.652993 -0.191346 8.520233 5.363255 8.702441 5.676131 2.286702 0.6496 0.3347 0.5168 0.000000 0.000000
2459827 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.852665 1.875901 -0.051541 13.030285 8.231309 39.621093 -0.148397 7.029477 0.0850 0.0854 0.0339 0.000000 0.000000
2459826 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.316068 4.275046 0.032006 11.577389 7.121148 10.172190 7.090754 -0.852340 0.0917 0.0739 0.0418 0.000000 0.000000
2459825 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.819835 4.330907 -0.108748 8.640041 4.329807 5.283253 -0.177247 -0.659704 0.0837 0.0705 0.0386 0.000000 0.000000
2459824 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.240755 0.350170 0.463809 11.391008 2.478656 1.369821 1.338762 -0.078329 0.0792 0.0928 0.0329 0.000000 0.000000
2459823 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.299714 6.652733 0.637278 10.282890 4.232627 12.232111 2.671227 1.172054 0.0871 0.0783 0.0408 0.000000 0.000000
2459822 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.793476 5.700573 0.156849 10.859564 3.023169 8.612248 0.189417 -0.780880 0.0940 0.0704 0.0410 0.000000 0.000000
2459821 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.829118 7.409733 0.149302 11.063250 1.600177 7.414333 -0.524969 -0.131289 0.0710 0.0596 0.0285 0.000000 0.000000
2459820 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.419538 3.010817 -0.465074 12.731813 17.928471 18.954393 3.719587 0.053076 0.0863 0.0839 0.0361 0.000000 0.000000
2459817 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.505800 6.849512 0.459609 9.108583 2.389073 11.692417 0.303364 -0.190292 0.0986 0.0772 0.0390 0.000000 0.000000
2459816 dish_maintenance 100.00% 0.00% 28.30% 0.00% 100.00% 0.00% 4.397947 3.387759 -0.096782 11.828705 8.697238 15.479641 4.183134 -1.004329 0.7344 0.4178 0.5975 0.000000 0.000000
2459815 dish_maintenance 100.00% 0.00% 64.52% 0.00% 100.00% 0.00% 2.427937 5.908735 1.159980 9.653368 5.457638 15.128737 3.514852 -0.787395 0.5914 0.3698 0.4471 0.000000 0.000000
2459814 dish_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 333: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 9.860950 6.573315 3.042091 3.216324 9.860950 1.131878 1.376738 1.152302 0.532835

Antenna 333: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 13.777097 2.345930 5.263380 13.777097 5.090433 5.360007 4.478874 -0.106941 2.351716

Antenna 333: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 14.644435 1.766635 4.982369 14.644435 -0.055648 3.905559 5.104273 -0.003507 0.792050

Antenna 333: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 10.096990 9.040975 3.262721 -0.118539 10.096990 3.618297 3.980629 8.703384 5.189046

Antenna 333: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 10.366872 7.186001 1.810595 -0.227490 10.366872 4.021876 2.873590 5.312867 2.824617

Antenna 333: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 15.960139 8.683998 3.671197 -0.075784 15.960139 2.884916 5.096820 3.345117 0.688410

Antenna 333: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 11.977313 5.739857 2.490633 -0.268071 11.977313 1.717728 2.171255 2.205406 -0.050447

Antenna 333: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 11.306568 2.715564 6.613378 11.306568 -0.103083 2.983438 2.154465 2.429664 3.730647

Antenna 333: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 14.736230 10.185603 4.935607 1.320811 14.736230 5.010393 4.351718 5.073333 1.690711

Antenna 333: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 10.458485 3.821043 10.458485 7.794076 -0.338406 2.250181 2.623215 2.623802 4.725615

Antenna 333: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 5.807950 5.807950 1.560559 -0.762252 -1.320688 -0.289019 -0.495841 2.037888 0.603927

Antenna 333: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 9.737522 5.471545 1.659211 0.450727 9.737522 2.695272 2.761604 0.688730 -0.261216

Antenna 333: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 3.897303 0.609785 3.897303 -2.469915 -0.580043 -1.514444 -0.741886 -0.170691 2.810725

Antenna 333: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 7.920661 3.966490 0.424429 -0.117109 7.920661 4.810600 3.987412 1.307356 -0.368316

Antenna 333: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 2.813050 2.813050 0.106839 -0.602585 -2.360899 -1.064950 -1.125682 0.293851 0.303342

Antenna 333: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 3.393991 0.188411 3.393991 -2.874156 -0.627256 -0.773568 -1.391042 1.232434 1.554590

Antenna 333: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 2.451640 -0.236770 2.451640 1.317489 1.153830 -0.890291 -0.346523 -1.799134 1.901898

Antenna 333: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 7.534231 5.201647 1.108567 0.119594 7.534231 1.413406 1.362055 2.076974 0.171593

Antenna 333: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 8.280333 1.083114 6.277307 8.280333 0.165407 -0.147976 -0.197268 0.605727 1.753339

Antenna 333: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 7.536678 1.291746 7.536678 7.274552 -0.090174 0.755819 1.541608 1.794164 4.491229

Antenna 333: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 9.736486 0.860111 5.559429 9.736486 -0.080028 2.483952 2.931453 1.825083 2.779092

Antenna 333: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 9.403986 4.653546 3.124810 0.219011 9.403986 3.411827 4.709931 1.603246 5.981495

Antenna 333: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Variability 12.257412 4.030140 3.569396 0.749361 10.433029 8.325549 12.257412 5.708977 11.160351

Antenna 333: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 9.165113 5.128054 1.883238 0.343275 9.165113 2.548827 5.424563 4.030790 5.961941

Antenna 333: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 19.363697 5.769517 0.710119 1.693858 19.363697 1.540195 1.392605 4.022727 2.295937

Antenna 333: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 13.810246 0.853095 6.531659 13.810246 0.315463 2.924691 5.261527 0.222162 0.936320

Antenna 333: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 12.736333 1.302094 7.953905 12.736333 0.286582 3.464245 8.591623 -0.106221 0.509908

Antenna 333: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 18.841711 1.175854 8.002774 18.841711 0.322537 2.343396 3.243953 -0.096216 1.064040

Antenna 333: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 56.233835 7.050764 1.021327 56.002381 56.233835 1.176334 3.409620 2.433739 -1.507103

Antenna 333: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Temporal Variability 29.808056 0.996860 9.934918 7.719663 -0.576926 3.498198 29.808056 0.532915 0.280083

Antenna 333: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 4.411310 4.411310 -0.364662 0.564483 -3.180530 -1.505435 -0.706134 0.093529 0.238330

Antenna 333: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 36.335867 7.513656 0.906337 35.939920 36.335867 1.814056 0.381349 3.139701 0.020297

Antenna 333: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Discontinuties 529.662788 72.541876 98.038753 6.564700 5.767279 237.203056 277.714230 480.120707 529.662788

Antenna 333: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Discontinuties 737.858765 22.097368 18.375459 8.332131 9.700865 105.779470 86.933196 737.858765 591.308330

Antenna 333: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Temporal Variability 9.318512 0.804850 8.171506 9.181611 -0.511491 6.383114 9.318512 0.919247 3.045794

Antenna 333: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Power 2.306851 -1.482587 1.925102 0.223595 2.306851 0.101783 -0.227525 -0.000775 0.686768

Antenna 333: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 14.984264 -0.068105 3.184579 14.984264 14.319428 5.043417 1.506532 3.462329 3.472562

Antenna 333: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 11.461243 11.461243 2.978659 0.852198 7.615543 1.993560 1.006801 3.343714 -0.500974

Antenna 333: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Power 70.150922 1.507752 0.024202 70.150922 67.430778 3.026718 2.324012 2.054346 -1.484222

Antenna 333: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Temporal Variability 11.243713 10.173917 3.845136 1.288378 10.766055 11.243713 10.026061 5.707899 -1.522212

Antenna 333: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape 11.871114 2.530220 11.871114 10.847892 0.106822 8.558435 9.982580 1.674087 7.882280

Antenna 333: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Variability 8.702441 4.652993 5.100178 8.520233 -0.191346 8.702441 5.363255 2.286702 5.676131

Antenna 333: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Variability 39.621093 7.852665 1.875901 -0.051541 13.030285 8.231309 39.621093 -0.148397 7.029477

Antenna 333: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 11.577389 4.275046 5.316068 11.577389 0.032006 10.172190 7.121148 -0.852340 7.090754

Antenna 333: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 8.640041 4.330907 5.819835 8.640041 -0.108748 5.283253 4.329807 -0.659704 -0.177247

Antenna 333: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 11.391008 6.240755 0.350170 0.463809 11.391008 2.478656 1.369821 1.338762 -0.078329

Antenna 333: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Variability 12.232111 6.652733 2.299714 10.282890 0.637278 12.232111 4.232627 1.172054 2.671227

Antenna 333: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 10.859564 4.793476 5.700573 0.156849 10.859564 3.023169 8.612248 0.189417 -0.780880

Antenna 333: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 11.063250 7.409733 4.829118 11.063250 0.149302 7.414333 1.600177 -0.131289 -0.524969

Antenna 333: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Variability 18.954393 6.419538 3.010817 -0.465074 12.731813 17.928471 18.954393 3.719587 0.053076

Antenna 333: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Variability 11.692417 2.505800 6.849512 0.459609 9.108583 2.389073 11.692417 0.303364 -0.190292

Antenna 333: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Variability 15.479641 3.387759 4.397947 11.828705 -0.096782 15.479641 8.697238 -1.004329 4.183134

Antenna 333: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Temporal Variability 15.128737 5.908735 2.427937 9.653368 1.159980 15.128737 5.457638 -0.787395 3.514852

Antenna 333: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 333: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
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